O What is the probability of randomly selecting 115 observations from a popula whose mean is 50 and whose standard deviation is 12.5 and finding that the less than 47?

MATLAB: An Introduction with Applications
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Author:Amos Gilat
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**Question:** What is the probability of randomly selecting 115 observations from a population whose mean is 50 and whose standard deviation is 12.5, and finding that the mean is less than 47?

**Explanation:**
This question involves calculating the probability using the normal distribution. To solve it, you need to use the concept of the sampling distribution of the sample mean. 

1. **Identify the Given Information:**
   - Population mean (μ) = 50
   - Population standard deviation (σ) = 12.5
   - Sample size (n) = 115
   - Sample mean (M) = 47

2. **Calculate the Standard Error of the Mean (SEM):**
   \[
   \text{SEM} = \frac{\sigma}{\sqrt{n}} = \frac{12.5}{\sqrt{115}}
   \]

3. **Find the Z-score:**
   - Use the formula to determine the Z-score for the sample mean:
   \[
   Z = \frac{M - \mu}{\text{SEM}}
   \]

4. **Determine the Probability:**
   - Use the Z-score to find the probability from the Z-table or a standard normal distribution calculator.

By following these steps, you can calculate the probability of the sample mean being less than 47.
Transcribed Image Text:**Question:** What is the probability of randomly selecting 115 observations from a population whose mean is 50 and whose standard deviation is 12.5, and finding that the mean is less than 47? **Explanation:** This question involves calculating the probability using the normal distribution. To solve it, you need to use the concept of the sampling distribution of the sample mean. 1. **Identify the Given Information:** - Population mean (μ) = 50 - Population standard deviation (σ) = 12.5 - Sample size (n) = 115 - Sample mean (M) = 47 2. **Calculate the Standard Error of the Mean (SEM):** \[ \text{SEM} = \frac{\sigma}{\sqrt{n}} = \frac{12.5}{\sqrt{115}} \] 3. **Find the Z-score:** - Use the formula to determine the Z-score for the sample mean: \[ Z = \frac{M - \mu}{\text{SEM}} \] 4. **Determine the Probability:** - Use the Z-score to find the probability from the Z-table or a standard normal distribution calculator. By following these steps, you can calculate the probability of the sample mean being less than 47.
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